AI service

Deep World Model:

The AI Engine for

Real-Time Reality

DWM is a pivotal advancement in artificial intelligence, designed to learn, simulate, and predict the dynamics of complex environments. Its core innovation is the creation of a truly living model of the world, from which multiple powerful 3D representations can be generated for any use case.

The Core Innovation:

A Model That Breathes

Unlike traditional 3D scanning that creates a static, frozen-in-time snapshot, the Deep World Model’s fundamental innovation is its ability to create a living asset. Our AI engine continuously ingests real-time data from the Beetle network—new photos, updated signal maps—and integrates these changes seamlessly. The underlying model is not static; it learns, evolves, and grows more accurate over time.

Persistent & Dynamic

Changes in the real world are reflected in the digital twin, ensuring it's a reliable source of truth.

Predictive

By understanding environmental dynamics, the DWM can simulate and predict future states, enabling advanced planning and "what-if" analysis.

Platform Agnostic

From this living data core, DWM can generate multiple types of 3D representations, each tailored for a specific industry need or performance requirement.

The Right Representation for the Right Job
Point Cloud
The Raw Data Layer
The point cloud is the most direct representation of the 3D data captured by our system. Each point is a precise coordinate in space, derived from our Signal-Guided AI and visual inputs, forming the foundational geometry of the environment.
Uniqueness
Speed & Efficiency
Extremely fast to generate and update, ideal for rapid scans and previews.
Data Granularity
Provides raw, unfiltered spatial data points perfect for detailed analysis.
Specific Use Cases
Change Detection
Comparing two point clouds over time to instantly identify physical changes in a space.
Scientific & Engineering Analysis
Analyzing precise measurements and distributions for research or quality control.
Lightweight Previews
Providing a quick, low-cost 3D preview before generating a more detailed model.
Mesh
The Industry Standard for Simulation
For applications requiring solid surfaces and compatibility with existing 3D software, DWM can generate a traditional polygonal mesh. This structured representation defines the shape of walls, floors, and objects, allowing for standard texture mapping and physics interactions.
Uniqueness
Industry Compatibility
Works seamlessly with virtually all existing 3D modeling software, game engines (like Unreal, Unity), and physics simulators.
Solid & Structured
Defines clear surfaces, essential for collision detection, occlusion, and interaction in VR/AR and robotics simulations.
Specific Use Cases
Robotics Simulation
Training robots to navigate and interact with solid objects in a simulated environment.
Architectural & Engineering Visualization
Creating high-fidelity models for design review and client presentations.
Gaming & VR/AR
Building interactive experiences and game levels where objects have solid, definable boundaries.
Gaussian Splatting
The Future of Real-Time Photorealism
This is our cutting-edge generative technique. Instead of a rigid mesh, Gaussian Splatting represents the scene as millions of intelligent particles that hold information on color, density, and orientation. This allows for photorealistic quality with real-time rendering performance.
Uniqueness
Photorealism & Performance
Achieves a level of visual fidelity and smoothness that is difficult with traditional real-time meshes.
Dynamic & Updatable
This representation is inherently part of our "living model." New data from Beetle can add or refine splats on the fly, constantly improving the model's quality without a rebuild.
Specific Use Cases
Hyper-Realistic Virtual Tours
Offering immersive walkthroughs of museums, real estate, and cultural sites with unparalleled realism.
Next-Generation Digital Media
Creating dynamic, real-world backdrops for film and advertising.
High-Fidelity AR Overlays
Blending digital content with the real world with a seamless and believable look.

A Platform Built for

the Future
Real-Time & Dynamic
DWM is not a static snapshot; it's a living replica that can be updated continuously, reflecting changes in the physical world for truly dynamic applications.
Globally Scalable
Powered by our DePIN framework and the Beetle community, DWM is designed to scale globally, mapping everything from a single room to entire smart cities.
Unmatched Data Efficiency
Our Signal-Guided Reconstruction is a breakthrough in efficiency, capable of generating highly accurate models from a fraction of the visual data required by traditional methods.
AI Agent Ready
DWM is the perfect simulation environment for intelligent AI agents. It provides the rich, predictive context they need to perceive, reason, plan, and act effectively within the digital twin.